Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math Reasoning
Approach-level diversity in LLM mathematical reasoning captures strategic variation in problem-solving methods, revealing limitations of surface-level diversity metrics and highlig…
Hugging Face · Daily Papers
·Sangmook Lee, Minbeom Kim
·
·▲ 10 upvotes
Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.
Autores: Sangmook Lee, Minbeom Kim, Jeonghye Kim, Dohyung Kim, Sojeong Rhee, Kyomin Jung
- 10 upvotes da comunidade
- Temas: diversity-aware RLVR, LLM judge framework, approach-level diversity, surface-level variation, test-time scaling, policy optimization
Resumo
Resumo original (em inglês), extraído do paper:
Approach-level diversity in LLM mathematical reasoning captures strategic variation in problem-solving methods, revealing limitations of surface-level diversity metrics and highlighting challenges in directly optimizing diverse reasoning approaches.Onde ler
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